{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple Shooting methods for ODEs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchdyn\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "from torchdyn.numerics import Euler, RungeKutta4, Tsitouras45, DormandPrince45, MSZero, MSBackward\n",
    "from torchdyn.numerics import odeint, odeint_mshooting, Lorenz\n",
    "\n",
    "import torchdiffeq\n",
    "import time \n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# quick run for automated notebook validation\n",
    "dry_run = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "x0 = torch.randn(8, 3) + 15\n",
    "t_span = torch.linspace(0, 3, 3000)\n",
    "sys = Lorenz()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "t0 = time.time()\n",
    "t_eval, ms_sol = odeint_mshooting(sys, x0, t_span, solver='mszero', fine_steps=2, maxiter=4)\n",
    "ms_sol_time = time.time() - t0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "t0 = time.time()\n",
    "t_eval, accurate_sol = odeint(sys, x0, t_span, solver='dopri5', atol=1e-6, rtol=1e-6)\n",
    "accurate_sol_time = time.time() - t0\n",
    "\n",
    "t0 = time.time()\n",
    "t_eval, base_sol = odeint(sys, x0, t_span, solver='euler')\n",
    "base_sol_time = time.time() - t0\n",
    "\n",
    "t0 = time.time()\n",
    "t_eval, rk4_sol = odeint(sys, x0, t_span, solver='rk4')\n",
    "rk4_sol_time = time.time() - t0\n",
    "\n",
    "t0 = time.time()\n",
    "t_eval, dp5_low_sol = odeint(sys, x0, t_span, solver='dopri5', atol=1e-3, rtol=1e-3)\n",
    "dp5_low_time = time.time() - t0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def smape(yhat, y):\n",
    "    return torch.abs(yhat - y) / (torch.abs(yhat) + torch.abs(y)) / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Wall-clock sol time')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "err_zero = smape(ms_sol, accurate_sol).mean(1).sum(1)\n",
    "err_base = smape(base_sol, accurate_sol).mean(1).sum(1)\n",
    "err_rk4 = smape(rk4_sol, accurate_sol).mean(1).sum(1)\n",
    "err_dp5 = smape(dp5_low_sol, accurate_sol).mean(1).sum(1)\n",
    "\n",
    "fig = plt.figure(figsize=(16,4))\n",
    "ax = fig.add_subplot(1,4,1)\n",
    "for i in range(4):\n",
    "    for j in range(3):\n",
    "        ax.plot(accurate_sol[:,i,j], c='b')\n",
    "        ax.plot(ms_sol[1:,i,j], c='r')\n",
    "        ax.plot(rk4_sol[:,i,j], c='green')        \n",
    "        ax.plot(dp5_low_sol[:,i,j], c='orange')\n",
    "        ax.plot(base_sol[:,i,j], c='black')\n",
    "        ax.legend(['Ground-Truth', 'Zero', 'Euler', 'RK4', 'DP45(low)'])\n",
    "        \n",
    "ax = fig.add_subplot(1,4,2)\n",
    "for i in range(4):\n",
    "    ax.plot(accurate_sol[:,i,0], accurate_sol[:,i,2], c='blue')\n",
    "    ax.plot(ms_sol[:,i,0], ms_sol[:,i,2], c='r')\n",
    "    ax.plot(rk4_sol[:,i,0], rk4_sol[:,i,2], c='g')\n",
    "    ax.plot(dp5_low_sol[:,i,0], dp5_low_sol[:,i,2], c='orange')\n",
    "    ax.plot(base_sol[:,i,0], base_sol[:,i,2], c='black')\n",
    "    ax.legend(['Ground-Truth', 'Zero', 'Euler', 'RK4', 'DP45(low)'])\n",
    "\n",
    "ax = fig.add_subplot(1,4,3)\n",
    "ax.plot(err_zero, c='r')\n",
    "ax.plot(err_base, c='black')\n",
    "ax.plot(err_rk4, c='green')\n",
    "ax.plot(err_dp5, c='orange')\n",
    "ax.set_yscale('log')\n",
    "ax.legend(['Ground-Truth', 'Zero', 'Euler', 'RK4', 'DP45(low)'])\n",
    "ax.set_title('Errors, logscale')\n",
    "\n",
    "ax = fig.add_subplot(1,4,3)\n",
    "ax.plot(err_zero, c='r')\n",
    "ax.plot(err_base, c='green')\n",
    "ax.plot(err_rk4, c='orange')\n",
    "ax.plot(err_dp5, c='black')\n",
    "ax.set_yscale('log')\n",
    "ax.legend(['Zero', 'Euler', 'RK4', 'DP45(low)'])\n",
    "ax.set_title('Errors, logscale')\n",
    "\n",
    "times = [accurate_sol_time, ms_sol_time, base_sol_time, rk4_sol_time, dp5_low_time]\n",
    "ax = fig.add_subplot(1,4,4)\n",
    "colors = ['b', 'r', 'g', 'orange', 'black']\n",
    "for k in range(5):\n",
    "    barlist = ax.bar(0 + k, times[k:k+1], color=colors[k], alpha=0.4, edgecolor='black')\n",
    "ax.legend(['GT(DP45 1e-6)', 'Zero', 'Euler', 'RK4', 'DP45(low)'])\n",
    "ax.set_title('Wall-clock sol time')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
